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Summarization on PubMed 205w (test)

45.1ROUGE-1Llama-3.1-8B AR
17.85224.9263239.074May 31, 2026

Evaluation results

MethodLinks
Llama-3.1-8B ARDecoding Paradigm=Autoregressive, Prompt Template=chat-template2026.0545.116.524.5
Qwen2.5-7B ARDecoding Paradigm=Autoregressive, Prompt Template=chat-template2026.0542.414.222.6
LLaDANFE=64, Decoding Paradigm=Diffusion, Prompt Template=chat-template2026.0542.215.823.2
DSL-LLaDA-SDENFE=64, Decoding Paradigm=Diffusion, Prompt Template=chat-template2026.0539.514.922.8
XDLM Base + xDMNFE=64, Decoding Paradigm=Diffusion, Prompt Template=plain prompt, Sampler Config=k1=0.12026.0518.94.912.4